Pith Number

pith:RUSBZO65

pith:2024:RUSBZO656M5U7GIZ5ULKX3HJAL

not attested not anchored not stored refs pending

Starlit: Privacy-Preserving Federated Learning to Enhance Financial Fraud Detection

Aydin Abadi, Bradley Doyle, Francesco Gini, George Theodorakopoulos, Hector Page, Jack Liddell, Kieron Guinamard, Mohammad Naseri, Paul Mellor, Sasi Kumar Murakonda, Steven J. Murdoch, Suzanne Weller

arxiv:2401.10765 v2 · 2024-01-19 · cs.LG · cs.CR

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RUSBZO656M5U7GIZ5ULKX3HJAL}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

FedSteer: Taming Extreme Gradient Staleness in Federated Learning with Corrective Projections and Caching

Receipt and verification

First computed	2026-07-05T07:36:06.559621Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8d241cbbddf33b4f9919ed16abece902cb6dad2ebbf8eccb0d16c22697d057db

Aliases

arxiv: 2401.10765 · arxiv_version: 2401.10765v2 · doi: 10.48550/arxiv.2401.10765 · pith_short_12: RUSBZO656M5U · pith_short_16: RUSBZO656M5U7GIZ · pith_short_8: RUSBZO65

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/RUSBZO656M5U7GIZ5ULKX3HJAL \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 8d241cbbddf33b4f9919ed16abece902cb6dad2ebbf8eccb0d16c22697d057db

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b464d91f7dc5e35380af1c8321a208b4757394d155933b09f47f2356dc5c5835",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-19T15:37:11Z",
    "title_canon_sha256": "79016d0ed77bfc9e13db4a569f327d0ff7eccb05046bb3b4228d6a65afcdaae5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.10765",
    "kind": "arxiv",
    "version": 2
  }
}